{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chemical space analysis of small molecule drugs with RDKit and dimensionality reduction methods\n",
    "This is a quick tutorial on chemical space analysis and visualization with RDKit and dimensionality reduction methods PCA and t-SNE (sklearn). Due to the high dimensionality of chemical fingerprints, we have to use dimensionality reduction methods in order to facilitate the plotting of chemical space. Two popular methods are:\n",
    "  - [PCA](http://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html) - Principal component analysis\n",
    "  - [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) - t-Distributed Stochastic Neighbor Embedding\n",
    "\n",
    "We will use known drugs and try to see if there are differences between different classes of drugs in the projected chemical space."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "@TAGS: #advanced #sklearn #PCA #t-SNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import PandasTools\n",
    "from rdkit.Chem.Draw import IPythonConsole"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load the table of drugs (downloaded from [ChEMBL](https://www.ebi.ac.uk/chembl/) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/chembl_drugs.txt.gz', sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11442"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "Keep only compounds with SMILES, [USAN stems](https://www.ama-assn.org/about-us/united-states-adopted-names-approved-stems), that respect [Ro5](https://en.wikipedia.org/wiki/Lipinski's_rule_of_five) and are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = df[df['CANONICAL_SMILES'].notnull() & # Keep cpds with SMILES\n",
    "        df['USAN_STEM'].notnull() & # USAN stem\n",
    "        (df['RULE_OF_FIVE'] == 'Y') & # that respect Ro5\n",
    "        (df['DEVELOPMENT_PHASE'] == 4)] # are on the market"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add molecule column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "PandasTools.AddMoleculeColumnToFrame(df, smilesCol='CANONICAL_SMILES')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df = df[~df['ROMol'].isnull()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "700"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check most common compound classees (based on USAN stem)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "USAN_STEM\n",
       "-tinib     12\n",
       "-olone     12\n",
       "-pin(e)    12\n",
       "-ium       14\n",
       "-vir       15\n",
       "-caine     15\n",
       "-oxacin    17\n",
       "-cillin    17\n",
       "-olol      18\n",
       "sulfa-     18\n",
       "dtype: int64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "common_stems = df.groupby('USAN_STEM').size().sort_values()[-10:]\n",
    "common_stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "stems = df.drop_duplicates(['USAN_STEM'])[df.drop_duplicates(['USAN_STEM'])['USAN_STEM'].isin(common_stems.index)][['USAN_STEM','USAN_STEM_DEFINITION']]\n",
    "stems.index = stems['USAN_STEM']\n",
    "stems['count'] = common_stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>USAN_STEM</th>\n",
       "      <th>USAN_STEM_DEFINITION</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USAN_STEM</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>-olone</th>\n",
       "      <td>-olone</td>\n",
       "      <td>steroids (not prednisolone derivatives)</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-oxacin</th>\n",
       "      <td>-oxacin</td>\n",
       "      <td>antibacterials (quinolone derivatives)</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-pin(e)</th>\n",
       "      <td>-pin(e)</td>\n",
       "      <td>tricyclic compounds</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-tinib</th>\n",
       "      <td>-tinib</td>\n",
       "      <td>tyrosine kinase inhibitors</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-caine</th>\n",
       "      <td>-caine</td>\n",
       "      <td>local anesthetics</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sulfa-</th>\n",
       "      <td>sulfa-</td>\n",
       "      <td>antimicrobials (sulfonamides derivatives)</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-vir</th>\n",
       "      <td>-vir</td>\n",
       "      <td>antivirals: antivirals (acyclovir type)</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-ium</th>\n",
       "      <td>-ium</td>\n",
       "      <td>quaternary ammonium derivatives</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-cillin</th>\n",
       "      <td>-cillin</td>\n",
       "      <td>penicillins</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>-olol</th>\n",
       "      <td>-olol</td>\n",
       "      <td>beta-blockers (propranolol type)</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "          USAN_STEM                       USAN_STEM_DEFINITION  count\n",
       "USAN_STEM                                                            \n",
       "-olone       -olone    steroids (not prednisolone derivatives)     12\n",
       "-oxacin     -oxacin     antibacterials (quinolone derivatives)     17\n",
       "-pin(e)     -pin(e)                        tricyclic compounds     12\n",
       "-tinib       -tinib                 tyrosine kinase inhibitors     12\n",
       "-caine       -caine                          local anesthetics     15\n",
       "sulfa-       sulfa-  antimicrobials (sulfonamides derivatives)     18\n",
       "-vir           -vir    antivirals: antivirals (acyclovir type)     15\n",
       "-ium           -ium            quaternary ammonium derivatives     14\n",
       "-cillin     -cillin                                penicillins     17\n",
       "-olol         -olol           beta-blockers (propranolol type)     18"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stems"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Helper functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from rdkit import DataStructs\n",
    "from rdkit.Chem import AllChem\n",
    "\n",
    "class FP:\n",
    "    \"\"\"\n",
    "    Molecular fingerprint class, useful to pack features in pandas df\n",
    "    \n",
    "    Parameters  \n",
    "    ---------- \n",
    "    fp : np.array\n",
    "        Features stored in numpy array\n",
    "    names : list, np.array\n",
    "        Names of the features\n",
    "    \"\"\"\n",
    "    def __init__(self, fp, names):\n",
    "        self.fp = fp\n",
    "        self.names = names\n",
    "    def __str__(self):\n",
    "        return \"%d bit FP\" % len(self.fp)\n",
    "    def __len__(self):\n",
    "        return len(self.fp)\n",
    "\n",
    "def get_cfps(mol, radius=2, nBits=1024, useFeatures=False, counts=False, dtype=np.float32):\n",
    "    \"\"\"Calculates circural (Morgan) fingerprint.  \n",
    "    http://rdkit.org/docs/GettingStartedInPython.html#morgan-fingerprints-circular-fingerprints  \n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mol : rdkit.Chem.rdchem.Mol\n",
    "    radius : float \n",
    "        Fingerprint radius, default 2\n",
    "    nBits : int \n",
    "        Length of hashed fingerprint (without descriptors), default 1024\n",
    "    useFeatures : bool  \n",
    "        To get feature fingerprints (FCFP) instead of normal ones (ECFP), defaults to False\n",
    "    counts : bool\n",
    "        If set to true it returns for each bit number of appearances of each substructure (counts). Defaults to false (fingerprint is binary)\n",
    "    dtype : np.dtype\n",
    "        Numpy data type for the array. Defaults to np.float32 because it is the default dtype for scikit-learn\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    ML.FP\n",
    "        Fingerprint (feature) object\n",
    "    \"\"\"\n",
    "    arr = np.zeros((1,), dtype)\n",
    "    \n",
    "    if counts is True:\n",
    "        info = {}\n",
    "        fp = AllChem.GetMorganFingerprintAsBitVect(mol, radius, nBits=nBits, useFeatures=useFeatures, bitInfo=info)\n",
    "        DataStructs.ConvertToNumpyArray(fp, arr)\n",
    "        arr = np.array([len(info[x]) if x in info else 0 for x in range(nBits)], dtype)\n",
    "    else:\n",
    "        DataStructs.ConvertToNumpyArray(AllChem.GetMorganFingerprintAsBitVect(mol, radius, nBits=nBits, useFeatures=useFeatures), arr)\n",
    "    return FP(arr, range(nBits))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate fingerprints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df['FP'] = df['ROMol'].map(get_cfps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract compounds that belong to 10 most common USAN stems"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_small = df[df['USAN_STEM'].isin(list(stems.index))].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "150"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_small)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### PCA analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X = np.array([x.fp for x in df_small['FP']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components=3, random_state=0)\n",
    "pca_drugs = pca.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "df_small['PC1'] = pca_drugs.T[0]\n",
    "df_small['PC2'] = pca_drugs.T[1]\n",
    "df_small['PC3'] = pca_drugs.T[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot principal components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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uRyfrrx04urcCk1FPSlYiBoPS73EJ9tigv9fdsZyM/NMvojBW3n8RucZ1MGSx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7U0WvnPu9tZs6Ips8q8By5j2o2jxA1dEARB8NBaAoQAiyNDo7cMci1ZkTlcV+wWCEFTP31n6gRq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G0QANMtFxLQJI98rHIDtU5nTcGrfI6olNoXo2LrXfGPdoMhv77WOZ9c2F9YjsJV7RikRcn8ne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\n9OQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff612ecc5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['PC1', 'PC2', 'PC3'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### t-SNE\n",
    "Note that [t-SNE is very sensitive to hyperparameter settings](http://distill.pub/2016/misread-tsne/).\n",
    "#### Without PCA preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = TSNE(n_components=2, random_state=0, perplexity=30, n_iter=5000)\n",
    "tsne_drugs = model.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_small['TSNE_C1'] = tsne_drugs.T[0]\n",
    "df_small['TSNE_C2'] = tsne_drugs.T[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NVGB1/fXX45VXXkF+fj7Gjx/P2+b777/HBx984DTBnRBC+pO3gqCu1xOzObAY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\nbA4fPsy6detYsWIF99xzT3M9lhBCCCFasRY1FeiKWbNm8fnnn9cqX75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PYjAY8PT05Isv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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff6128db2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['TSNE_C1', 'TSNE_C2'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### With PCA preprocessing\n",
    "In case of high dimensionality data (like molecular fingerprints) it is recommended to reduce the number of dimensions with another method before proceeding with t-SNE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pca_model = PCA(n_components=30, random_state=0)\n",
    "tsne_model = TSNE(n_components=2, random_state=0, perplexity=30, n_iter=5000)\n",
    "tsne_pca_drugs = tsne_model.fit_transform(pca_model.fit_transform(X))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df_small['TSNE_PCA_C1'] = tsne_pca_drugs.T[0]\n",
    "df_small['TSNE_PCA_C2'] = tsne_pca_drugs.T[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2dOwKDCXQJ7/XfXFMomfp1YFVcXExv/71r6mqqiIyMpIRI0awfv16IiKaaqEsXryYhoYG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\nqTY1AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff6127479b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#doctest: IGNORE\n",
    "sns.pairplot(df_small, hue='USAN_STEM', vars=['TSNE_PCA_C1', 'TSNE_PCA_C2'], palette='viridis');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tutorial author: Samo Turk, Jan. 2017"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
